library(dplyr)
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library(tidyverse)
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library(httr)
library(rvest)
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library(janitor)
library(stringr)
library(ggplot2)
library(hexbin)
library(plotly)
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Prepare datasets


Lynette’s code:

For box office, can review score/genre/actor/director be the indicator?

Is there a relationship between total gross and review score?

set.seed(1)
# renmae the movie_title in movie dataset in order to join two datasets
movie_rename= movie %>% 
  clean_names() %>% 
  rename("movie_title" = "title",
         "review_score" = "metascore")

# joining two datasets; generate dataset with movie review and total gross
movie_total_gross_with_review = left_join(movie_rename, boxoffice, by=c("movie_title", "year")) %>% 
  filter(!is.na(total_gross) | !is.na(revenue_millions))
## Warning: Column `movie_title` joining factor and character vector, coercing
## into character vector
# Replace NA values in total_gross with the revenue column in movie dataset
total_gross_na = is.na(movie_total_gross_with_review$total_gross)

movie_total_gross_with_review$total_gross[total_gross_na] =  movie_total_gross_with_review$revenue_millions[total_gross_na]*10^6

# remove the dollar sign and commas in the total gross column and make it numeric:
movie_total_gross_with_review$total_gross = gsub("\\$", "", movie_total_gross_with_review$total_gross)
movie_total_gross_with_review$total_gross = as.numeric(gsub(",", "", movie_total_gross_with_review$total_gross))

# remove rows with review scores is NA:
movie_total_gross_with_review_narm = 
  movie_total_gross_with_review %>% 
  filter(!is.na(review_score)) %>% 
  mutate(total_gross_millions = total_gross / 10^6) %>% 
  select(-total_gross, -revenue_millions)


# fit linear regression for total gross and review score
lm(total_gross_millions ~ review_score, data = movie_total_gross_with_review_narm) %>% 
  summary()
## 
## Call:
## lm(formula = total_gross_millions ~ review_score, data = movie_total_gross_with_review_narm)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -114.79  -68.60  -29.03   30.74  833.52 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept)   34.0407    12.9830   2.622   0.0089 ** 
## review_score   0.8527     0.2098   4.064 5.27e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 103.3 on 839 degrees of freedom
## Multiple R-squared:  0.01931,    Adjusted R-squared:  0.01814 
## F-statistic: 16.52 on 1 and 839 DF,  p-value: 5.269e-05
# visualize the linear regression 
movie_total_gross_with_review_narm %>% 
  ggplot(aes(x= review_score, y = total_gross_millions)) +
  geom_point(alpha = .5) +
  stat_smooth(method = "lm") 

Is there a relationship between total gross and genre?

set.seed(1)

# check if genre is a significant predictor
anova(lm(total_gross_millions ~ genre, data = movie_total_gross_with_review_narm))
## Analysis of Variance Table
## 
## Response: total_gross_millions
##            Df  Sum Sq Mean Sq F value    Pr(>F)    
## genre     188 3861816 20541.6  2.5463 < 2.2e-16 ***
## Residuals 652 5259858  8067.3                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
# fit linear regression for each genre
lm(total_gross_millions ~ genre, data = movie_total_gross_with_review_narm) %>% 
  summary()
## 
## Call:
## lm(formula = total_gross_millions ~ genre, data = movie_total_gross_with_review_narm)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -304.94  -33.79   -5.61   22.45  727.92 
## 
## Coefficients:
##                                  Estimate Std. Error t value Pr(>|t|)  
## (Intercept)                      131.5600    89.8180   1.465    0.143  
## genreAction,Adventure             92.1803   103.7129   0.889    0.374  
## genreAction,Adventure,Biography -115.0446   110.0041  -1.046    0.296  
## genreAction,Adventure,Comedy     -29.9948    92.9704  -0.323    0.747  
## genreAction,Adventure,Crime      -40.8702    97.0145  -0.421    0.674  
## genreAction,Adventure,Drama      -50.0224    92.4219  -0.541    0.589  
## genreAction,Adventure,Family     -13.9628   100.4195  -0.139    0.889  
## genreAction,Adventure,Fantasy     77.1458    91.5967   0.842    0.400  
## genreAction,Adventure,Horror      -0.3159   110.0041  -0.003    0.998  
## genreAction,Adventure,Mystery     18.8118    98.3907   0.191    0.848  
## genreAction,Adventure,Romance   -108.0900   110.0041  -0.983    0.326  
## genreAction,Adventure,Sci-Fi      77.7177    90.7117   0.857    0.392  
## genreAction,Adventure,Thriller    26.6825    93.8118   0.284    0.776  
## genreAction,Adventure,Western    -38.1800   127.0218  -0.301    0.764  
## genreAction,Biography,Drama      -15.9768    97.0145  -0.165    0.869  
## genreAction,Comedy               -72.7449    98.3907  -0.739    0.460  
## genreAction,Comedy,Crime         -39.1304    93.4855  -0.419    0.676  
## genreAction,Comedy,Drama        -128.6900   127.0218  -1.013    0.311  
## genreAction,Comedy,Family        -52.8124   127.0218  -0.416    0.678  
## genreAction,Comedy,Fantasy       -75.6752   103.7129  -0.730    0.466  
## genreAction,Comedy,Horror       -127.9200   127.0218  -1.007    0.314  
## genreAction,Comedy,Mystery      -107.9400   127.0218  -0.850    0.396  
## genreAction,Comedy,Romance      -104.1646   110.0041  -0.947    0.344  
## genreAction,Comedy,Sci-Fi       -105.5551   127.0218  -0.831    0.406  
## genreAction,Comedy,Sport          16.6534   127.0218   0.131    0.896  
## genreAction,Crime,Drama          -47.4123    92.5822  -0.512    0.609  
## genreAction,Crime,Fantasy          2.9486   127.0218   0.023    0.981  
## genreAction,Crime,Mystery        -57.0593   103.7129  -0.550    0.582  
## genreAction,Crime,Sci-Fi         -72.9500   127.0218  -0.574    0.566  
## genreAction,Crime,Sport         -102.7900   127.0218  -0.809    0.419  
## genreAction,Crime,Thriller       -22.3890    93.8118  -0.239    0.811  
## genreAction,Drama,Family          -0.5299   110.0041  -0.005    0.996  
## genreAction,Drama,Fantasy        -49.5085   103.7129  -0.477    0.633  
## genreAction,Drama,History        -97.0801   103.7129  -0.936    0.350  
## genreAction,Drama,Horror        -129.4300   127.0218  -1.019    0.309  
## genreAction,Drama,Mystery        -24.0502   127.0218  -0.189    0.850  
## genreAction,Drama,Romance        -91.8136   110.0041  -0.835    0.404  
## genreAction,Drama,Sci-Fi         -69.8366   103.7129  -0.673    0.501  
## genreAction,Drama,Sport         -112.3100   110.0041  -1.021    0.308  
## genreAction,Drama,Thriller       -88.7914    97.0145  -0.915    0.360  
## genreAction,Drama,War            -45.8500   127.0218  -0.361    0.718  
## genreAction,Fantasy              -95.1675   127.0218  -0.749    0.454  
## genreAction,Fantasy,Horror       -87.0078   103.7129  -0.839    0.402  
## genreAction,Fantasy,Thriller     -15.7574   127.0218  -0.124    0.901  
## genreAction,Fantasy,War           79.0300   127.0218   0.622    0.534  
## genreAction,Horror,Mystery      -121.2300   127.0218  -0.954    0.340  
## genreAction,Horror,Romance      -120.6500   127.0218  -0.950    0.343  
## genreAction,Horror,Sci-Fi        -83.8015   100.4195  -0.835    0.404  
## genreAction,Horror,Thriller     -121.4000   127.0218  -0.956    0.340  
## genreAction,Mystery,Sci-Fi       -74.2061   110.0041  -0.675    0.500  
## genreAction,Mystery,Thriller      -0.6939   103.7129  -0.007    0.995  
## genreAction,Sci-Fi               186.7800   110.0041   1.698    0.090 .
## genreAction,Sci-Fi,Thriller      -58.2486    97.0145  -0.600    0.548  
## genreAction,Thriller               5.6151    95.2663   0.059    0.953  
## genreAction,Thriller,War         -88.8059   127.0218  -0.699    0.485  
## genreAdventure                  -131.4100   127.0218  -1.035    0.301  
## genreAdventure,Biography,Drama  -111.5500   100.4195  -1.111    0.267  
## genreAdventure,Comedy            -72.6758   127.0218  -0.572    0.567  
## genreAdventure,Comedy,Drama      -93.5559    95.2663  -0.982    0.326  
## genreAdventure,Comedy,Family     -34.6465   110.0041  -0.315    0.753  
## genreAdventure,Comedy,Fantasy   -110.0000   127.0218  -0.866    0.387  
## genreAdventure,Comedy,Horror     -55.9697   127.0218  -0.441    0.660  
## genreAdventure,Comedy,Romance    -67.8170   110.0041  -0.616    0.538  
## genreAdventure,Comedy,Sci-Fi    -112.6335   110.0041  -1.024    0.306  
## genreAdventure,Crime,Mystery     -92.9764   127.0218  -0.732    0.464  
## genreAdventure,Drama,Family       20.2849   100.4195   0.202    0.840  
## genreAdventure,Drama,Fantasy     144.4518    98.3907   1.468    0.143  
## genreAdventure,Drama,History    -124.4800   127.0218  -0.980    0.327  
## genreAdventure,Drama,Horror      -65.5500   127.0218  -0.516    0.606  
## genreAdventure,Drama,Romance     -56.7780   110.0041  -0.516    0.606  
## genreAdventure,Drama,Sci-Fi       76.6668   110.0041   0.697    0.486  
## genreAdventure,Drama,Thriller    -48.8147   103.7129  -0.471    0.638  
## genreAdventure,Drama,War         -11.0193   127.0218  -0.087    0.931  
## genreAdventure,Drama,Western      39.6830   127.0218   0.312    0.755  
## genreAdventure,Family            -88.9100   127.0218  -0.700    0.484  
## genreAdventure,Family,Fantasy     25.7207    92.9704   0.277    0.782  
## genreAdventure,Fantasy           140.6034   103.7129   1.356    0.176  
## genreAdventure,Fantasy,Mystery  -123.8700   127.0218  -0.975    0.330  
## genreAdventure,Horror           -124.3700   127.0218  -0.979    0.328  
## genreAdventure,Mystery,Sci-Fi      7.1525   110.0041   0.065    0.948  
## genreAdventure,Sci-Fi,Thriller    49.0036   103.7129   0.472    0.637  
## genreAnimation,Action,Adventure   74.9602    95.2663   0.787    0.432  
## genreAnimation,Action,Comedy      16.8559   127.0218   0.133    0.894  
## genreAnimation,Adventure,Comedy   89.7897    91.5289   0.981    0.327  
## genreAnimation,Adventure,Family  -83.5369   127.0218  -0.658    0.511  
## genreAnimation,Comedy,Drama     -131.2700   127.0218  -1.033    0.302  
## genreAnimation,Comedy,Family      62.8965    98.3907   0.639    0.523  
## genreAnimation,Drama,Fantasy    -126.8800   127.0218  -0.999    0.318  
## genreAnimation,Family,Fantasy    -56.2738   127.0218  -0.443    0.658  
## genreAnimation,Fantasy          -130.6400   127.0218  -1.028    0.304  
## genreBiography,Comedy,Crime      -14.6593   127.0218  -0.115    0.908  
## genreBiography,Comedy,Drama      -96.5675    97.0145  -0.995    0.320  
## genreBiography,Crime,Drama       -83.4987    95.2663  -0.876    0.381  
## genreBiography,Drama             -74.8846    93.8118  -0.798    0.425  
## genreBiography,Drama,Family      -69.8549   127.0218  -0.550    0.583  
## genreBiography,Drama,History     -58.5460    93.4855  -0.626    0.531  
## genreBiography,Drama,Mystery     -95.8202   127.0218  -0.754    0.451  
## genreBiography,Drama,Romance    -116.5091   100.4195  -1.160    0.246  
## genreBiography,Drama,Sport       -52.1324    96.0194  -0.543    0.587  
## genreBiography,Drama,Thriller    -58.3245   103.7129  -0.562    0.574  
## genreBiography,History,Thriller -128.6000   127.0218  -1.012    0.312  
## genreComedy                      -56.8283    91.5289  -0.621    0.535  
## genreComedy,Crime                -46.0041    98.3907  -0.468    0.640  
## genreComedy,Crime,Drama         -101.5476    97.0145  -1.047    0.296  
## genreComedy,Crime,Thriller       -94.6400   127.0218  -0.745    0.456  
## genreComedy,Drama                -98.4948    91.6701  -1.074    0.283  
## genreComedy,Drama,Family         -41.9276   103.7129  -0.404    0.686  
## genreComedy,Drama,Fantasy       -116.2700   127.0218  -0.915    0.360  
## genreComedy,Drama,Horror        -129.5500   110.0041  -1.178    0.239  
## genreComedy,Drama,Music          -76.5950    98.3907  -0.778    0.437  
## genreComedy,Drama,Musical        -93.0414   127.0218  -0.732    0.464  
## genreComedy,Drama,Romance        -85.9280    91.2551  -0.942    0.347  
## genreComedy,Drama,Thriller      -128.4800   127.0218  -1.011    0.312  
## genreComedy,Family               -54.9556    98.3907  -0.559    0.577  
## genreComedy,Family,Fantasy      -111.9200   127.0218  -0.881    0.379  
## genreComedy,Family,Musical        12.5701   127.0218   0.099    0.921  
## genreComedy,Family,Romance       -71.8704   127.0218  -0.566    0.572  
## genreComedy,Fantasy               28.5827   110.0041   0.260    0.795  
## genreComedy,Fantasy,Horror       -90.0314   110.0041  -0.818    0.413  
## genreComedy,Fantasy,Romance      -74.7430   127.0218  -0.588    0.556  
## genreComedy,Horror              -123.3500   110.0041  -1.121    0.263  
## genreComedy,Horror,Romance       -65.1793   127.0218  -0.513    0.608  
## genreComedy,Horror,Sci-Fi       -123.7900   127.0218  -0.975    0.330  
## genreComedy,Horror,Thriller      -86.4569   110.0041  -0.786    0.432  
## genreComedy,Music                -34.7169   110.0041  -0.316    0.752  
## genreComedy,Music,Romance        -66.5589   127.0218  -0.524    0.600  
## genreComedy,Mystery             -101.0619   127.0218  -0.796    0.427  
## genreComedy,Romance              -79.1796    91.8366  -0.862    0.389  
## genreComedy,Romance,Sport        -97.8189   127.0218  -0.770    0.442  
## genreComedy,Romance,Western      -88.4207   127.0218  -0.696    0.487  
## genreCrime,Drama                 -95.7153    95.2663  -1.005    0.315  
## genreCrime,Drama,Fantasy        -129.3500   127.0218  -1.018    0.309  
## genreCrime,Drama,History         -92.4921   110.0041  -0.841    0.401  
## genreCrime,Drama,Music           -66.2319   127.0218  -0.521    0.602  
## genreCrime,Drama,Mystery         -92.6132    92.2792  -1.004    0.316  
## genreCrime,Drama,Thriller        -89.6008    92.2792  -0.971    0.332  
## genreCrime,Horror,Thriller      -100.7174   103.7129  -0.971    0.332  
## genreCrime,Mystery,Thriller      -13.8360   127.0218  -0.109    0.913  
## genreCrime,Thriller              -14.4053   127.0218  -0.113    0.910  
## genreDrama                      -107.7835    91.3534  -1.180    0.238  
## genreDrama,Family,Fantasy         69.5900   127.0218   0.548    0.584  
## genreDrama,Family,Music         -130.3600   127.0218  -1.026    0.305  
## genreDrama,Fantasy              -123.0450   110.0041  -1.119    0.264  
## genreDrama,Fantasy,Horror       -123.5159    98.3907  -1.255    0.210  
## genreDrama,Fantasy,Music         -81.0852   127.0218  -0.638    0.523  
## genreDrama,Fantasy,Musical      -107.2163   127.0218  -0.844    0.399  
## genreDrama,Fantasy,Mystery       -89.2748   127.0218  -0.703    0.482  
## genreDrama,Fantasy,Romance       -35.9703   100.4195  -0.358    0.720  
## genreDrama,Fantasy,Thriller      -87.4458   127.0218  -0.688    0.491  
## genreDrama,Fantasy,War           -93.9254   127.0218  -0.739    0.460  
## genreDrama,History               -91.3375   127.0218  -0.719    0.472  
## genreDrama,History,Thriller      -77.6548   100.4195  -0.773    0.440  
## genreDrama,History,War          -130.7000   127.0218  -1.029    0.304  
## genreDrama,Horror               -122.2850   100.4195  -1.218    0.224  
## genreDrama,Horror,Musical        -78.6619   127.0218  -0.619    0.536  
## genreDrama,Horror,Mystery        -92.9757   103.7129  -0.896    0.370  
## genreDrama,Horror,Sci-Fi         -72.8736    98.3907  -0.741    0.459  
## genreDrama,Horror,Thriller      -112.3720   103.7129  -1.083    0.279  
## genreDrama,Music                -111.2519   103.7129  -1.073    0.284  
## genreDrama,Music,Romance        -100.7600   110.0041  -0.916    0.360  
## genreDrama,Musical,Romance        17.2200   127.0218   0.136    0.892  
## genreDrama,Mystery,Romance      -108.1482    98.3907  -1.099    0.272  
## genreDrama,Mystery,Sci-Fi        -94.0008    98.3907  -0.955    0.340  
## genreDrama,Mystery,Thriller     -124.0680    98.3907  -1.261    0.208  
## genreDrama,Mystery,War          -124.7000   127.0218  -0.982    0.327  
## genreDrama,Romance              -102.5568    91.4661  -1.121    0.263  
## genreDrama,Romance,Sci-Fi       -113.8074   100.4195  -1.133    0.257  
## genreDrama,Romance,Thriller      -12.8018   110.0041  -0.116    0.907  
## genreDrama,Sci-Fi               -112.9400   110.0041  -1.027    0.305  
## genreDrama,Sci-Fi,Thriller       -28.3416   103.7129  -0.273    0.785  
## genreDrama,Sport                 -54.0732   103.7129  -0.521    0.602  
## genreDrama,Thriller             -103.9187    93.4855  -1.112    0.267  
## genreDrama,Thriller,War         -112.8600   127.0218  -0.889    0.375  
## genreDrama,War                  -126.1850   110.0041  -1.147    0.252  
## genreDrama,Western                31.2454   127.0218   0.246    0.806  
## genreFantasy,Horror              -68.4472   110.0041  -0.622    0.534  
## genreHorror                      -94.4977    96.0194  -0.984    0.325  
## genreHorror,Mystery             -105.9204    97.0145  -1.092    0.275  
## genreHorror,Mystery,Sci-Fi      -131.4100   127.0218  -1.035    0.301  
## genreHorror,Mystery,Thriller     -58.9717    96.0194  -0.614    0.539  
## genreHorror,Sci-Fi,Thriller      -97.3684   110.0041  -0.885    0.376  
## genreHorror,Thriller             -94.3980    93.8118  -1.006    0.315  
## genreMystery,Romance,Sci-Fi      -76.8478   127.0218  -0.605    0.545  
## genreMystery,Romance,Thriller   -125.5800   127.0218  -0.989    0.323  
## genreMystery,Sci-Fi,Thriller     -62.7855   103.7129  -0.605    0.545  
## genreMystery,Thriller            -58.0146    97.0145  -0.598    0.550  
## genreSci-Fi                     -110.8000   127.0218  -0.872    0.383  
## genreSci-Fi,Thriller             -67.0531   127.0218  -0.528    0.598  
## genreThriller                   -131.2400   127.0218  -1.033    0.302  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 89.82 on 652 degrees of freedom
## Multiple R-squared:  0.4234, Adjusted R-squared:  0.2571 
## F-statistic: 2.546 on 188 and 652 DF,  p-value: < 2.2e-16
# visualize the relationship between total gross and 

movie_total_gross_with_review_narm %>% 
  plot_ly(., x = ~genre,  y = ~total_gross_millions, color = ~genre, type = "box")
## Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
## Returning the palette you asked for with that many colors

Is there a relationship between total gross and director?

set.seed(1)

# check if genre is a significant predictor
anova(lm(total_gross_millions ~ director, data = movie_total_gross_with_review_narm))
## Analysis of Variance Table
## 
## Response: total_gross_millions
##            Df  Sum Sq Mean Sq F value    Pr(>F)    
## director  525 6672434 12709.4  1.6346 1.042e-06 ***
## Residuals 315 2449240  7775.4                      
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## significant

# fit linear regression for each genre
lm(total_gross_millions ~ director, data = movie_total_gross_with_review_narm) %>% 
  summary()
## 
## Call:
## lm(formula = total_gross_millions ~ director, data = movie_total_gross_with_review_narm)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -249.94   -8.58    0.00    5.51  599.80 
## 
## Coefficients:
##                                          Estimate Std. Error t value
## (Intercept)                                1.2000    88.1780   0.014
## directorAbdellatif Kechiche                1.0000   124.7026   0.008
## directorAdam McKay                       108.3405    98.5860   1.099
## directorAdam Shankman                     77.4693   107.9956   0.717
## directorAdam Wingard                       9.3350   107.9956   0.086
## directorAkiva Schaffer                     8.1900   124.7026   0.066
## directorAlan Taylor                      146.8461   107.9956   1.360
## directorAlbert Hughes                     93.6351   124.7026   0.751
## directorAlejandro Amenábar                -1.1500   124.7026  -0.009
## directorAlejandro González Iñárritu       85.5602   101.8192   0.840
## directorAlessandro Carloni               142.3286   124.7026   1.141
## directorAlex Garland                      24.2400   124.7026   0.194
## directorAlex Proyas                       29.9535   124.7026   0.240
## directorAlexander Payne                   81.3842   124.7026   0.653
## directorAlexandre Aja                     21.1130   101.8192   0.207
## directorAlfonso Cuarón                   153.6225   107.9956   1.422
## directorAlfonso Gomez-Rejon                5.5400   124.7026   0.044
## directorAllen Coulter                     17.8600   124.7026   0.143
## directorAmma Asante                        2.7000   124.7026   0.022
## directorAndrea Arnold                     -0.5400   124.7026  -0.004
## directorAndrés Muschietti                 70.4282   124.7026   0.565
## directorAndrew Dominik                     2.7000   124.7026   0.022
## directorAndrew Jarecki                    -0.6200   124.7026  -0.005
## directorAndrew Niccol                     30.8700   107.9956   0.286
## directorAndrew Stanton                   278.4868   107.9956   2.579
## directorAndrey Kravchuk                   21.8500   124.7026   0.175
## directorAndy Fickman                      32.5411   124.7026   0.261
## directorAndy Goddard                      -1.2000   124.7026  -0.010
## directorAndy Tennant                      69.0310   124.7026   0.554
## directorAng Lee                           62.1535   107.9956   0.576
## directorAngelina Jolie                   114.4379   124.7026   0.918
## directorAnna Biller                       -0.9800   124.7026  -0.008
## directorAnna Foerster                     29.1500   124.7026   0.234
## directorAnne Fletcher                    113.4431   107.9956   1.050
## directorAnne Fontaine                     -0.8800   124.7026  -0.007
## directorAnthony Russo                    332.7255   107.9956   3.081
## directorAntoine Fuqua                     77.4524    96.5942   0.802
## directorAntonio Campos                    -0.9000   124.7026  -0.007
## directorAri Sandel                        32.8303   124.7026   0.263
## directorAriel Vromen                      13.0700   124.7026   0.105
## directorAsger Leth                        17.4000   124.7026   0.140
## directorAsghar Farhadi                     2.2000   124.7026   0.018
## directorAsh Brannon                        8.2000   124.7026   0.066
## directorBabak Najafi                      61.3243   124.7026   0.492
## directorBaltasar Kormákur                 42.0500   124.7026   0.337
## directorBarry Jenkins                     26.6500   124.7026   0.214
## directorBarry Sonnenfeld                  98.1300   107.9956   0.909
## directorBaz Luhrmann                      95.9820   107.9956   0.889
## directorBen Affleck                       63.5229    98.5860   0.644
## directorBen Falcone                       62.0859   124.7026   0.498
## directorBen Stiller                       64.6669   101.8192   0.635
## directorBen Wheatley                      -0.1300   107.9956  -0.001
## directorBen Younger                        3.6500   124.7026   0.029
## directorBennett Miller                    74.4055   124.7026   0.597
## directorBill Condon                      285.5900   107.9956   2.644
## directorBiyi Bandele                      -1.1500   124.7026  -0.009
## directorBoaz Yakin                        41.4500   124.7026   0.332
## directorBobby Farrelly                    35.5873   124.7026   0.285
## directorBong Joon Ho                       2.1800   107.9956   0.020
## directorBrad Bird                        168.5600   101.8192   1.655
## directorBrad Furman                       14.2300   124.7026   0.114
## directorBrad Peyton                      153.9908   124.7026   1.235
## directorBreck Eisner                      26.1677   124.7026   0.210
## directorBrett Ratner                     152.3112   107.9956   1.410
## directorBrian Helgeland                   47.2451   107.9956   0.437
## directorBruce A. Evans                    27.3493   124.7026   0.219
## directorBruce Beresford                   -0.5100   124.7026  -0.004
## directorBryan Bertino                     51.3976   124.7026   0.412
## directorBryan Singer                     195.2817   101.8192   1.918
## directorBurr Steers                       36.3385   107.9956   0.336
## directorByron Howard                     340.0682   124.7026   2.727
## directorCarlos Saldanha                  142.4198   124.7026   1.142
## directorCary Joji Fukunaga                10.0300   124.7026   0.080
## directorCatherine Hardwicke              191.5699   124.7026   1.536
## directorCedric Nicolas-Troyan             47.1902   124.7026   0.378
## directorChad Stahelski                    41.8378   124.7026   0.336
## directorChan-wook Park                     0.8100   124.7026   0.006
## directorChris Buck                       399.5380   124.7026   3.204
## directorChris Columbus                    82.5538   107.9956   0.764
## directorChris Evans                       -1.1600   124.7026  -0.009
## directorChris Renaud                     367.1843   124.7026   2.944
## directorChris Wedge                       31.8400   124.7026   0.255
## directorChris Weitz                       68.9077   124.7026   0.553
## directorChristian Alvart                   9.1300   124.7026   0.073
## directorChristian Ditter                  22.2268   107.9956   0.206
## directorChristophe Lourdelet             269.1291   124.7026   2.158
## directorChristopher Landon                 2.4400   124.7026   0.020
## directorChristopher McQuarrie            136.3566   107.9956   1.263
## directorChristopher Nolan                301.8341    96.5942   3.125
## directorClaude Barras                     -0.9100   124.7026  -0.007
## directorClint Eastwood                   169.1121   101.8192   1.661
## directorColin Strause                     40.6000   124.7026   0.326
## directorColin Trevorrow                  651.0706   124.7026   5.221
## directorCraig Brewer                      50.5800   124.7026   0.406
## directorCraig Gillespie                   26.3696   124.7026   0.211
## directorCristian Mungiu                   -1.0700   124.7026  -0.009
## directorD.J. Caruso                       51.7837   101.8192   0.509
## directorDamián Szifron                     1.8800   124.7026   0.015
## directorDamien Chazelle                   80.8959   107.9956   0.749
## directorDan Bradley                       43.6000   124.7026   0.350
## directorDan Gilroy                        31.1812   124.7026   0.250
## directorDan Kwan                           3.0100   124.7026   0.024
## directorDan Mazer                         34.3931   124.7026   0.276
## directorDan Scanlon                      267.2928   124.7026   2.143
## directorDan Trachtenberg                  70.8830   124.7026   0.568
## directorDaniel Espinosa                    0.0100   124.7026   0.000
## directorDanny Boyle                       35.4800    96.5942   0.367
## directorDarren Aronofsky                  71.5649   101.8192   0.703
## directorDave Green                        80.8516   124.7026   0.648
## directorDavid Ayer                       149.4045   101.8192   1.467
## directorDavid Bowers                      49.6536   107.9956   0.460
## directorDavid Cronenberg                  15.9100   124.7026   0.128
## directorDavid Dobkin                      45.9194   124.7026   0.368
## directorDavid F. Sandberg                 66.0688   124.7026   0.530
## directorDavid Fincher                    104.3679    96.5942   1.080
## directorDavid Frankel                     76.6782   107.9956   0.710
## directorDavid Gordon Green                53.2507   107.9956   0.493
## directorDavid Lowery                      75.0000   124.7026   0.601
## directorDavid Mackenzie                   25.8078   124.7026   0.207
## directorDavid O. Russell                 106.8697    98.5860   1.084
## directorDavid R. Ellis                    32.8208   124.7026   0.263
## directorDavid Robert Mitchell             13.4700   124.7026   0.108
## directorDavid Ross                        -1.1600   124.7026  -0.009
## directorDavid Schwimmer                   -1.1400   124.7026  -0.009
## directorDavid Slade                      299.3317   124.7026   2.400
## directorDavid Twohy                       40.8251   124.7026   0.327
## directorDavid Yates                      270.5612    95.2431   2.841
## directorDean DeBlois                     196.0921   107.9956   1.816
## directorDenis Villeneuve                  42.0615    96.5942   0.435
## directorDennis Dugan                     123.4796    98.5860   1.253
## directorDennis Gansel                     20.0000   124.7026   0.160
## directorDenzel Washington                 56.4829   124.7026   0.453
## directorDerek Cianfrance                  13.3367   101.8192   0.131
## directorDexter Fletcher                   14.5900   124.7026   0.117
## directorDon Hall                         221.3278   124.7026   1.775
## directorDoug Ellin                        31.1634   124.7026   0.250
## directorDoug Liman                        88.9892   107.9956   0.824
## directorDrake Doremus                     -1.1700   124.7026  -0.009
## directorDrew Goddard                      40.8733   124.7026   0.328
## directorDuncan Jones                      34.4958   101.8192   0.339
## directorEdgar Wright                      25.8497   101.8192   0.254
## directorEdward Zwick                      48.2783   101.8192   0.474
## directorEleanor Coppola                   -0.8800   124.7026  -0.007
## directorEli Roth                           7.0533   101.8192   0.069
## directorElizabeth Banks                   95.3631   107.9956   0.883
## directorElizabeth Wood                    -1.0000   124.7026  -0.008
## directorEran Creevy                        1.0000   124.7026   0.008
## directorEricson Core                      27.5700   124.7026   0.221
## directorErik Van Looy                      4.7800   124.7026   0.038
## directorEtan Cohen                        89.2114   124.7026   0.715
## directorEthan Coen                        90.8082   101.8192   0.892
## directorEvan Goldberg                     52.5900   107.9956   0.487
## directorF. Gary Gray                     116.0778   107.9956   1.075
## directorFede Alvarez                      70.5289   107.9956   0.653
## directorFlorian Henckel von Donnersmarck  10.0800   124.7026   0.081
## directorFrancis Lawrence                 323.7802    98.5860   3.284
## directorFrançois Ozon                     -0.3400   124.7026  -0.003
## directorFrançois Simard                   -1.1500   124.7026  -0.009
## directorFrank Coraci                      45.0946   124.7026   0.362
## directorFrank Darabont                    24.3950   124.7026   0.196
## directorFrank Miller                      12.5500   124.7026   0.101
## directorFred Wolf                         47.0374   124.7026   0.377
## directorGabor Csupo                       81.0724   124.7026   0.650
## directorGabriele Muccino                 115.5591   107.9956   1.070
## directorGareth Edwards                   365.2150   107.9956   3.382
## directorGarry Marshall                    31.2929   124.7026   0.251
## directorGarth Davis                       50.5287   124.7026   0.405
## directorGary Ross                        406.8107   124.7026   3.262
## directorGary Shore                        55.0804   124.7026   0.442
## directorGary Winick                       57.5155   124.7026   0.461
## directorGauri Shinde                       0.2000   124.7026   0.002
## directorGavin Hood                        98.0916   107.9956   0.908
## directorGavin O'Connor                    48.7550   107.9956   0.451
## directorGenndy Tartakovsky               168.5001   124.7026   1.351
## directorGeorge Miller                    174.6183   107.9956   1.617
## directorGeorge Nolfi                      91.8500   124.7026   0.737
## directorGeorge Tillman Jr.                31.3054   101.8192   0.307
## directorGiuseppe Tornatore                -1.1100   124.7026  -0.009
## directorGlenn Ficarra                     67.9006   107.9956   0.629
## directorGore Verbinski                   245.7454   101.8192   2.414
## directorGreg Berlanti                     52.1747   124.7026   0.418
## directorGreg McLean                        8.9600   124.7026   0.072
## directorGreg Mottola                      56.7254   101.8192   0.557
## directorGreg Tiernan                      96.4857   124.7026   0.774
## directorGregory Hoblit                    37.8150   124.7026   0.303
## directorGregory Jacobs                    64.8131   124.7026   0.520
## directorGuillermo del Toro                60.4286    98.5860   0.613
## directorGus Van Sant                      -1.1800   124.7026  -0.009
## directorGuy Ritchie                      110.5493    98.5860   1.121
## directorHannes Holm                        2.1600   124.7026   0.017
## directorHarald Zwart                     102.6785   107.9956   0.951
## directorHarmony Korine                    12.9200   124.7026   0.104
## directorHenry Joost                       37.3836   124.7026   0.300
## directorHenry Selick                      74.0862   124.7026   0.594
## directorHideaki Anno                       0.7100   124.7026   0.006
## directorHong-jin Na                       -0.4100   124.7026  -0.003
## directorIlya Naishuller                    8.0400   124.7026   0.064
## directorIvan Reitman                      69.4622   124.7026   0.557
## directorJ Blakeson                        33.7168   124.7026   0.270
## directorJ.A. Bayona                       10.1650   107.9956   0.094
## directorJ.D. Dillard                       2.6500   124.7026   0.021
## directorJ.J. Abrams                      335.6345    96.5942   3.475
## directorJake Kasdan                       37.3435   124.7026   0.299
## directorJake Schreier                     30.8003   124.7026   0.247
## directorJake Szymanski                    44.8097   124.7026   0.359
## directorJames Bobin                       75.8414   124.7026   0.608
## directorJames Cameron                    748.5661   124.7026   6.003
## directorJames DeMonaco                    63.2731   124.7026   0.507
## directorJames Gray                         6.8100   124.7026   0.055
## directorJames Gunn                       112.5555   101.8192   1.105
## directorJames Mangold                    131.3569   124.7026   1.053
## directorJames Marsh                       34.6935   124.7026   0.278
## directorJames Ponsoldt                     5.6500   124.7026   0.045
## directorJames Schamus                      2.2000   124.7026   0.018
## directorJames Wan                        159.7725    98.5860   1.621
## directorJames Ward Byrkit                 -1.1300   124.7026  -0.009
## directorJames Watkins                     -1.1600   124.7026  -0.009
## directorJames Wong                         8.1500   124.7026   0.065
## directorJared Hess                        16.1600   124.7026   0.130
## directorJason Friedberg                   12.9700   124.7026   0.104
## directorJason Moore                       74.8229   107.9956   0.693
## directorJason Reitman                    142.2953   124.7026   1.141
## directorJaume Collet-Serra                52.2689   101.8192   0.513
## directorJean-François Richet              92.7500   124.7026   0.744
## directorJean-Marc Vallée                  21.1328   101.8192   0.208
## directorJee-woon Kim                      -0.6600   124.7026  -0.005
## directorJeff Nichols                       4.5050   107.9956   0.042
## directorJeff Wadlow                       25.6230   107.9956   0.237
## directorJemaine Clement                    2.1300   124.7026   0.017
## directorJennifer Kent                     -0.2800   124.7026  -0.002
## directorJeremy Gillespie                  -1.0500   124.7026  -0.008
## directorJeremy Saulnier                    2.0200   124.7026   0.016
## directorJim Field Smith                   30.8109   124.7026   0.247
## directorJim Jarmusch                       0.9400   124.7026   0.008
## directorJim Mickle                        -1.1800   124.7026  -0.009
## directorJocelyn Moorhouse                  0.8200   124.7026   0.007
## directorJodie Foster                      39.8121   124.7026   0.319
## directorJoe Carnahan                      76.0221   124.7026   0.610
## directorJoe Johnston                     175.4545   124.7026   1.407
## directorJoe Wright                        28.1825   101.8192   0.277
## directorJoel Edgerton                     42.5700   124.7026   0.341
## directorJoey Curtis                       19.5600   124.7026   0.157
## directorJohn Carney                        8.5000   107.9956   0.079
## directorJohn Crowley                      20.8264   107.9956   0.193
## directorJohn Erick Dowdle                 26.0889   124.7026   0.209
## directorJohn Francis Daley                57.6842   124.7026   0.463
## directorJohn Hamburg                      59.1238   124.7026   0.474
## directorJohn Hillcoat                     23.8151   107.9956   0.221
## directorJohn Krasinski                    -0.1800   124.7026  -0.001
## directorJohn Lasseter                    216.5677   107.9956   2.005
## directorJohn Lee Hancock                 116.1504   101.8192   1.141
## directorJohn Luessenhop                   33.1420   124.7026   0.266
## directorJohn Madden                        2.2400   124.7026   0.018
## directorJohn R. Leonetti                  83.0738   124.7026   0.666
## directorJohn Stockwell                   130.3600   124.7026   1.045
## directorJohn Wells                        12.4500   124.7026   0.100
## directorJon Favreau                      255.3674    98.5860   2.590
## directorJon Hurwitz                       55.8115   124.7026   0.448
## directorJon Kasdan                        -1.1800   124.7026  -0.009
## directorJon Lucas                        112.0573   124.7026   0.899
## directorJon M. Chu                        80.6695   101.8192   0.792
## directorJon Watts                         -1.1500   124.7026  -0.009
## directorJonathan Dayton                   58.6911   124.7026   0.471
## directorJonathan Glazer                    1.4100   124.7026   0.011
## directorJonathan Jakubowicz                3.5100   124.7026   0.028
## directorJonathan Levine                   49.4974   107.9956   0.458
## directorJonathan Liebesman               136.0700   107.9956   1.260
## directorJordan Vogt-Roberts                0.0900   124.7026   0.001
## directorJorge R. Gutiérrez                48.9500   124.7026   0.393
## directorJosé Padilha                      57.4100   124.7026   0.460
## directorJoseph Cedar                       1.0700   124.7026   0.009
## directorJoseph Gordon-Levitt              23.2800   124.7026   0.187
## directorJoseph Kosinski                  129.3786   107.9956   1.198
## directorJosh Boone                       123.6700   124.7026   0.992
## directorJosh Gordon                       53.5675   124.7026   0.430
## directorJosh Trank                        54.9175   124.7026   0.440
## directorJoss Whedon                      539.9429   107.9956   5.000
## directorJuan Carlos Fresnadillo           27.4389   124.7026   0.220
## directorJuan José Campanella              18.9700   124.7026   0.152
## directorJudd Apatow                      128.2908   107.9956   1.188
## directorJulia Ducournau                   -0.6900   124.7026  -0.006
## directorJulie Taymor                      23.1437   124.7026   0.186
## directorJustin Chadwick                   25.6100   124.7026   0.205
## directorJustin Kelly                      -1.1700   124.7026  -0.009
## directorJustin Kurzel                     53.4479   124.7026   0.429
## directorJustin Lin                       163.7781    96.5942   1.696
## directorJustin Simien                      3.2000   124.7026   0.026
## directorJustin Tipping                    -1.0500   124.7026  -0.008
## directorKaryn Kusama                       7.0150   107.9956   0.065
## directorKathryn Bigelow                   54.5104   107.9956   0.505
## directorKelly Fremon Craig                13.0600   124.7026   0.105
## directorKen Kwapis                        92.7536   124.7026   0.744
## directorKenneth Branagh                  143.0527   101.8192   1.405
## directorKenneth Lonergan                  46.4954   124.7026   0.373
## directorKevin Lima                       126.6073   124.7026   1.015
## directorKevin Smith                       15.4390   107.9956   0.143
## directorKimberly Peirce                   34.0700   124.7026   0.273
## directorKirk Jones                        49.2209   107.9956   0.456
## directorKirsten Sheridan                  30.4642   124.7026   0.244
## directorKyle Balda                       334.8458   124.7026   2.685
## directorKyle Patrick Alvarez              -0.5600   124.7026  -0.004
## directorLana Wachowski                    46.1877   124.7026   0.370
## directorLarry Charles                     58.4502   124.7026   0.469
## directorLars von Trier                    -0.0625    98.5860  -0.001
## directorLasse Hallström                   70.1491   124.7026   0.563
## directorLee Daniels                       46.3400   124.7026   0.372
## directorLee Toland Krieger                41.4298   124.7026   0.332
## directorLee Unkrich                      413.8049   124.7026   3.318
## directorLen Wiseman                       95.5047   107.9956   0.884
## directorLenny Abrahamson                  13.4800   124.7026   0.108
## directorLeslye Headland                   -0.3900   124.7026  -0.003
## directorLevan Gabriadze                   30.3400   124.7026   0.243
## directorLone Scherfig                      7.2750   107.9956   0.067
## directorLouis Leterrier                  104.4452    98.5860   1.059
## directorLuc Besson                        80.5918   107.9956   0.746
## directorLuca Guadagnino                    0.7800   124.7026   0.006
## directorLuke Greenfield                   81.1908   124.7026   0.651
## directorLuke Scott                         2.7100   124.7026   0.022
## directorLynne Ramsay                       0.5400   124.7026   0.004
## directorM. Night Shyamalan                82.5354    95.2431   0.867
## directorMakoto Shinkai                     3.4800   124.7026   0.028
## directorMalcolm D. Lee                    52.8300   124.7026   0.424
## directorMåns Mårlind                      61.1210   124.7026   0.490
## directorMarc Forster                     184.1641   107.9956   1.705
## directorMarc Webb                        164.5587   101.8192   1.616
## directorMarcus Nispel                     63.8000   124.7026   0.512
## directorMaren Ade                          0.2800   124.7026   0.002
## directorMark Andrews                     236.0832   124.7026   1.893
## directorMark Herman                        7.8300   124.7026   0.063
## directorMark Mylod                        12.7900   124.7026   0.103
## directorMark Osborne                     214.2346   124.7026   1.718
## directorMark Steven Johnson              114.6026   124.7026   0.919
## directorMark Waters                        6.5900   124.7026   0.053
## directorMartin Campbell                  140.8236   107.9956   1.304
## directorMartin McDonagh                   10.1750   107.9956   0.094
## directorMartin Scorsese                   90.4485    96.5942   0.936
## directorMatt Reeves                       99.0413   101.8192   0.973
## directorMatt Ross                          4.6800   124.7026   0.038
## directorMatteo Garrone                    -1.1200   124.7026  -0.009
## directorMatthew Vaughn                    89.1416    98.5860   0.904
## directorMax Joseph                         2.3900   124.7026   0.019
## directorMcG                               69.0604   101.8192   0.678
## directorMel Gibson                        57.8381   107.9956   0.536
## directorMia Hansen-Løve                   -0.9200   124.7026  -0.007
## directorMichael Bay                      235.7796    95.2431   2.476
## directorMichael Dowse                      2.2500   124.7026   0.018
## directorMichael Dudok de Wit              -0.2800   124.7026  -0.002
## directorMichael Hoffman                   25.5662   124.7026   0.205
## directorMichael Mann                      50.9023   107.9956   0.471
## directorMichael Patrick King             122.7975   107.9956   1.137
## directorMichaël R. Roskam                  9.5200   124.7026   0.076
## directorMichael Showalter                 13.2400   124.7026   0.106
## directorMick Jackson                       2.8700   124.7026   0.023
## directorMiguel Arteta                     65.7541   124.7026   0.527
## directorMikael Håfström                   47.3528   107.9956   0.438
## directorMike Birbiglia                     3.2200   124.7026   0.026
## directorMike Cahill                       -0.8700   124.7026  -0.007
## directorMike Flanagan                     30.2172   107.9956   0.280
## directorMike Judge                        -0.7600   124.7026  -0.006
## directorMike Mills                         4.4600   124.7026   0.036
## directorMike Newell                       89.5597   124.7026   0.718
## directorMike Thurmeier                    62.8630   124.7026   0.504
## directorMira Nair                          7.6100   124.7026   0.061
## directorMorten Tyldum                     94.3678   107.9956   0.874
## directorNacho Vigalondo                    1.6700   124.7026   0.013
## directorNancy Meyers                      74.5647   124.7026   0.598
## directorNathan Greno                     199.6219   124.7026   1.601
## directorNeil Burger                       88.8220   101.8192   0.872
## directorNeil Marshall                     -1.0800   124.7026  -0.009
## directorNeill Blomkamp                    72.4077   107.9956   0.670
## directorNicholas Stoller                  84.1662    98.5860   0.854
## directorNick Cassavetes                   82.7100   124.7026   0.663
## directorNicolas Winding Refn              16.9900   107.9956   0.157
## directorNiels Arden Oplev                  8.9000   124.7026   0.071
## directorNima Nourizadeh                   53.5319   124.7026   0.429
## directorNimród Antal                      50.8007   124.7026   0.407
## directorNoam Murro                       105.1700   124.7026   0.843
## directorOliver Stone                      33.1950   107.9956   0.307
## directorOlivier Assayas                    0.0900   124.7026   0.001
## directorOlivier Megaton                   88.0500   124.7026   0.706
## directorOlivier Nakache                   11.9800   124.7026   0.096
## directorOz Perkins                        -1.1800   124.7026  -0.009
## directorPablo Larraín                     12.7600   124.7026   0.102
## directorPaco Cabezas                      -1.1700   124.7026  -0.009
## directorPaolo Sorrentino                   1.5000   124.7026   0.012
## directorPatricia Riggen                   60.5051   124.7026   0.485
## directorPatricia Rozema                   -1.1900   124.7026  -0.010
## directorPatrick Hughes                    38.1225   124.7026   0.306
## directorPatrick Tatopoulos                44.6023   124.7026   0.358
## directorPaul Feig                        140.7637    98.5860   1.428
## directorPaul Greengrass                  164.4688   101.8192   1.615
## directorPaul McGuigan                     12.9300   107.9956   0.120
## directorPaul Thomas Anderson              22.9563   107.9956   0.213
## directorPaul W.S. Anderson                33.6617    95.2431   0.353
## directorPedro Almodóvar                    1.9900   124.7026   0.016
## directorPete Docter                      323.5329   107.9956   2.996
## directorPete Travis                       12.2000   124.7026   0.098
## directorPeter Atencio                     19.3700   124.7026   0.155
## directorPeter Berg                       101.1569    96.5942   1.047
## directorPeter Billingsley                108.0049   124.7026   0.866
## directorPeter Jackson                    213.9511    98.5860   2.170
## directorPeyton Reed                      148.2527   107.9956   1.373
## directorPhil Lord                        194.7757   101.8192   1.913
## directorPhilippe Falardeau                -1.0900   124.7026  -0.009
## directorPhillip Noyce                     80.5009   107.9956   0.745
## directorPhyllida Lloyd                   142.9301   124.7026   1.146
## directorPierre Coffin                    308.5876   107.9956   2.857
## directorPierre Morel                      76.6200   107.9956   0.709
## directorQuentin Tarantino                111.2879   101.8192   1.093
## directorR.J. Cutler                       49.2748   124.7026   0.395
## directorRajkumar Hirani                    7.3450   107.9956   0.068
## directorRawson Marshall Thurber          137.7175   107.9956   1.275
## directorRian Johnson                      65.2862   124.7026   0.524
## directorRicardo de Montreuil               3.0100   124.7026   0.024
## directorRich Moore                       188.2229   124.7026   1.509
## directorRichard Curtis                    14.0900   124.7026   0.113
## directorRichard LaGravenese               26.8278   107.9956   0.248
## directorRichard Linklater                 13.1611   107.9956   0.122
## directorRick Famuyiwa                     16.2700   124.7026   0.130
## directorRidley Scott                      88.6980    93.5269   0.948
## directorRob Cohen                         67.7576   107.9956   0.627
## directorRob Letterman                     78.8804   124.7026   0.633
## directorRob Marshall                     183.3371   107.9956   1.698
## directorRob Zombie                        -0.4200   124.7026  -0.003
## directorRobert Eggers                     23.9400   124.7026   0.192
## directorRobert Luketic                    83.8373   107.9956   0.776
## directorRobert Schwentke                  94.2533   101.8192   0.926
## directorRobert Stromberg                 240.2104   124.7026   1.926
## directorRobert Zemeckis                   70.8503   101.8192   0.696
## directorRobin Swicord                     -1.1900   124.7026  -0.010
## directorRoger Spottiswoode                -1.1600   124.7026  -0.009
## directorRoland Emmerich                  112.9201   101.8192   1.109
## directorRoman Polanski                    14.3200   124.7026   0.115
## directorRon Clements                     175.3790   107.9956   1.624
## directorRon Howard                        74.7501    98.5860   0.758
## directorRoss Katz                         17.5100   124.7026   0.140
## directorRuben Fleischer                   59.5956   107.9956   0.552
## directorRupert Sanders                   154.1324   124.7026   1.236
## directorRupert Wyatt                     104.0206   107.9956   0.963
## directorRyan Coogler                     108.5676   124.7026   0.871
## directorRyûhei Kitamura                   -1.1300   124.7026  -0.009
## directorS. Craig Zahler                   64.8100   124.7026   0.520
## directorSam Mendes                       174.5716   101.8192   1.715
## directorSam Raimi                        284.5152   107.9956   2.635
## directorSam Taylor-Johnson               164.9672   124.7026   1.323
## directorSang-ho Yeon                       0.9300   124.7026   0.007
## directorScott Cooper                      35.7528   107.9956   0.331
## directorScott Derrickson                 139.1644   107.9956   1.289
## directorScott Frank                       25.1076   124.7026   0.201
## directorScott Hicks                       59.2571   124.7026   0.475
## directorScott Stewart                     38.9700   124.7026   0.313
## directorScott Waugh                       42.3776   124.7026   0.340
## directorSean Anders                      101.2013   107.9956   0.937
## directorSean Ellis                         1.7600   124.7026   0.014
## directorSean Penn                         17.1500   124.7026   0.138
## directorSergei Bodrov                     15.9800   124.7026   0.128
## directorSeth Gordon                      116.3386   124.7026   0.933
## directorSeth MacFarlane                  113.2771   101.8192   1.113
## directorShana Feste                       22.1900   124.7026   0.178
## directorShane Black                      221.4259   107.9956   2.050
## directorSharon Maguire                    23.0524   124.7026   0.185
## directorShawn Levy                        80.0960   101.8192   0.787
## directorSimon Curtis                      32.1078   124.7026   0.257
## directorSimon Stone                       -1.1700   124.7026  -0.009
## directorSimon Verhoeven                   62.8300   124.7026   0.504
## directorSimon West                        83.8282   124.7026   0.672
## directorSo Yong Kim                       -1.1900   124.7026  -0.010
## directorSofia Coppola                     14.7600   124.7026   0.118
## directorSpike Jonze                       24.3600   124.7026   0.195
## directorSpike Lee                         87.3135   124.7026   0.700
## directorStephen Chbosky                   16.5400   124.7026   0.133
## directorStephen Frears                    26.1838   124.7026   0.210
## directorStephen Gaghan                     6.0200   124.7026   0.048
## directorStephen Sommers                  149.0015   124.7026   1.195
## directorSteve McQueen                     19.0740   101.8192   0.187
## directorSteven Brill                      -0.6600   124.7026  -0.005
## directorSteven Knight                      0.1600   124.7026   0.001
## directorSteven Quale                      41.3876   124.7026   0.332
## directorSteven R. Monroe                  -1.1100   124.7026  -0.009
## directorSteven Soderbergh                100.9781   101.8192   0.992
## directorSteven Spielberg                 155.5767    98.5860   1.578
## directorStewart Hendler                    2.5700   124.7026   0.021
## directorSylvester Stallone                70.8312   101.8192   0.696
## directorTaika Waititi                      4.0000   124.7026   0.032
## directorTarsem Singh                      31.4880   101.8192   0.309
## directorTate Taylor                      121.3091   107.9956   1.123
## directorTaylor Hackford                    0.4600   124.7026   0.004
## directorTerence Davies                    -0.1200   124.7026  -0.001
## directorTerrence Malick                    5.7300   107.9956   0.053
## directorTerry Gilliam                      6.4900   124.7026   0.052
## directorThea Sharrock                     55.0451   124.7026   0.441
## directorTheodore Melfi                   168.1870   124.7026   1.349
## directorThomas Vinterberg                 -0.5900   124.7026  -0.005
## directorThor Freudenthal                  65.0816   107.9956   0.603
## directorTim Burton                       137.3145    98.5860   1.393
## directorTim Johnson                      176.1400   124.7026   1.412
## directorTim Miller                       361.8707   124.7026   2.902
## directorTimur Bekmambetov                 79.2443   107.9956   0.734
## directorTodd Haynes                       -0.9500   124.7026  -0.008
## directorTodd Phillips                    158.9785   107.9956   1.472
## directorTom Ford                           9.4400   124.7026   0.076
## directorTom Gormican                      24.8690   124.7026   0.199
## directorTom Hooper                        97.7810   101.8192   0.960
## directorTom McCarthy                      43.8558   124.7026   0.352
## directorTom McGrath                      147.2158   124.7026   1.181
## directorTom Six                           -1.0200   124.7026  -0.008
## directorTom Tykwer                         9.9700   101.8192   0.098
## directorTomas Alfredson                   22.9000   124.7026   0.184
## directorTony Gilroy                      112.0039   124.7026   0.898
## directorTony Scott                        80.3629   124.7026   0.644
## directorTravis Knight                     46.8231   124.7026   0.375
## directorWally Pfister                     21.8100   124.7026   0.175
## directorWalt Dohrn                       152.5071   124.7026   1.223
## directorWerner Herzog                      4.2800   124.7026   0.034
## directorWes Anderson                      40.7379   101.8192   0.400
## directorWes Ball                          90.8625   107.9956   0.841
## directorWes Craven                        36.9809   124.7026   0.297
## directorWhit Stillman                     12.8100   124.7026   0.103
## directorWill Gluck                        65.5047   101.8192   0.643
## directorWilliam Brent Bell                34.5900   124.7026   0.277
## directorWoody Allen                       27.0385    96.5942   0.280
## directorXavier Dolan                       2.2900   124.7026   0.018
## directorYimou Zhang                       43.9300   124.7026   0.352
## directorYorgos Lanthimos                   3.2050   107.9956   0.030
## directorZack Snyder                      193.9796    96.5942   2.008
## directorZackary Adler                      5.3300   124.7026   0.043
##                                          Pr(>|t|)    
## (Intercept)                              0.989151    
## directorAbdellatif Kechiche              0.993607    
## directorAdam McKay                       0.272632    
## directorAdam Shankman                    0.473697    
## directorAdam Wingard                     0.931173    
## directorAkiva Schaffer                   0.947677    
## directorAlan Taylor                      0.174884    
## directorAlbert Hughes                    0.453293    
## directorAlejandro Amenábar               0.992648    
## directorAlejandro González Iñárritu      0.401369    
## directorAlessandro Carloni               0.254593    
## directorAlex Garland                     0.846002    
## directorAlex Proyas                      0.810332    
## directorAlexander Payne                  0.514473    
## directorAlexandre Aja                    0.835865    
## directorAlfonso Cuarón                   0.155874    
## directorAlfonso Gomez-Rejon              0.964593    
## directorAllen Coulter                    0.886207    
## directorAmma Asante                      0.982740    
## directorAndrea Arnold                    0.996548    
## directorAndrés Muschietti                0.572633    
## directorAndrew Dominik                   0.982740    
## directorAndrew Jarecki                   0.996036    
## directorAndrew Niccol                    0.775184    
## directorAndrew Stanton                   0.010371 *  
## directorAndrey Kravchuk                  0.861022    
## directorAndy Fickman                     0.794302    
## directorAndy Goddard                     0.992328    
## directorAndy Tennant                     0.580269    
## directorAng Lee                          0.565351    
## directorAngelina Jolie                   0.359485    
## directorAnna Biller                      0.993735    
## directorAnna Foerster                    0.815326    
## directorAnne Fletcher                    0.294320    
## directorAnne Fontaine                    0.994374    
## directorAnthony Russo                    0.002246 ** 
## directorAntoine Fuqua                    0.423254    
## directorAntonio Campos                   0.994246    
## directorAri Sandel                       0.792515    
## directorAriel Vromen                     0.916594    
## directorAsger Leth                       0.889119    
## directorAsghar Farhadi                   0.985936    
## directorAsh Brannon                      0.947613    
## directorBabak Najafi                     0.623229    
## directorBaltasar Kormákur                0.736189    
## directorBarry Jenkins                    0.830913    
## directorBarry Sonnenfeld                 0.364230    
## directorBaz Luhrmann                     0.374811    
## directorBen Affleck                      0.519824    
## directorBen Falcone                      0.618922    
## directorBen Stiller                      0.525814    
## directorBen Wheatley                     0.999040    
## directorBen Younger                      0.976668    
## directorBennett Miller                   0.551160    
## directorBill Condon                      0.008592 ** 
## directorBiyi Bandele                     0.992648    
## directorBoaz Yakin                       0.739815    
## directorBobby Farrelly                   0.775543    
## directorBong Joon Ho                     0.983908    
## directorBrad Bird                        0.098822 .  
## directorBrad Furman                      0.909222    
## directorBrad Peyton                      0.217801    
## directorBreck Eisner                     0.833928    
## directorBrett Ratner                     0.159424    
## directorBrian Helgeland                  0.662068    
## directorBruce A. Evans                   0.826546    
## directorBruce Beresford                  0.996739    
## directorBryan Bertino                    0.680501    
## directorBryan Singer                     0.056024 .  
## directorBurr Steers                      0.736732    
## directorByron Howard                     0.006749 ** 
## directorCarlos Saldanha                  0.254290    
## directorCary Joji Fukunaga               0.935945    
## directorCatherine Hardwicke              0.125490    
## directorCedric Nicolas-Troyan            0.705372    
## directorChad Stahelski                   0.737471    
## directorChan-wook Park                   0.994822    
## directorChris Buck                       0.001494 ** 
## directorChris Columbus                   0.445190    
## directorChris Evans                      0.992584    
## directorChris Renaud                     0.003476 ** 
## directorChris Wedge                      0.798637    
## directorChris Weitz                      0.580945    
## directorChristian Alvart                 0.941682    
## directorChristian Ditter                 0.837071    
## directorChristophe Lourdelet             0.031670 *  
## directorChristopher Landon               0.984402    
## directorChristopher McQuarrie            0.207662    
## directorChristopher Nolan                0.001945 ** 
## directorClaude Barras                    0.994182    
## directorClint Eastwood                   0.097727 .  
## directorColin Strause                    0.744962    
## directorColin Trevorrow                  3.24e-07 ***
## directorCraig Brewer                     0.685308    
## directorCraig Gillespie                  0.832665    
## directorCristian Mungiu                  0.993159    
## directorD.J. Caruso                      0.611399    
## directorDamián Szifron                   0.987981    
## directorDamien Chazelle                  0.454376    
## directorDan Bradley                      0.726849    
## directorDan Gilroy                       0.802716    
## directorDan Kwan                         0.980758    
## directorDan Mazer                        0.782882    
## directorDan Scanlon                      0.032843 *  
## directorDan Trachtenberg                 0.570157    
## directorDaniel Espinosa                  0.999936    
## directorDanny Boyle                      0.713635    
## directorDarren Aronofsky                 0.482661    
## directorDave Green                       0.517227    
## directorDavid Ayer                       0.143278    
## directorDavid Bowers                     0.645995    
## directorDavid Cronenberg                 0.898560    
## directorDavid Dobkin                     0.712948    
## directorDavid F. Sandberg                0.596616    
## directorDavid Fincher                    0.280756    
## directorDavid Frankel                    0.478221    
## directorDavid Gordon Green               0.622298    
## directorDavid Lowery                     0.547985    
## directorDavid Mackenzie                  0.836179    
## directorDavid O. Russell                 0.279183    
## directorDavid R. Ellis                   0.792574    
## directorDavid Robert Mitchell            0.914051    
## directorDavid Ross                       0.992584    
## directorDavid Schwimmer                  0.992712    
## directorDavid Slade                      0.016959 *  
## directorDavid Twohy                      0.743598    
## directorDavid Yates                      0.004794 ** 
## directorDean DeBlois                     0.070361 .  
## directorDenis Villeneuve                 0.663537    
## directorDennis Dugan                     0.211314    
## directorDennis Gansel                    0.872683    
## directorDenzel Washington                0.650903    
## directorDerek Cianfrance                 0.895872    
## directorDexter Fletcher                  0.906936    
## directorDon Hall                         0.076889 .  
## directorDoug Ellin                       0.802826    
## directorDoug Liman                       0.410559    
## directorDrake Doremus                    0.992520    
## directorDrew Goddard                     0.743306    
## directorDuncan Jones                     0.734990    
## directorEdgar Wright                     0.799755    
## directorEdward Zwick                     0.635716    
## directorEleanor Coppola                  0.994374    
## directorEli Roth                         0.944816    
## directorElizabeth Banks                  0.377895    
## directorElizabeth Wood                   0.993607    
## directorEran Creevy                      0.993607    
## directorEricson Core                     0.825169    
## directorErik Van Looy                    0.969448    
## directorEtan Cohen                       0.474896    
## directorEthan Coen                       0.373150    
## directorEvan Goldberg                    0.626622    
## directorF. Gary Gray                     0.283270    
## directorFede Alvarez                     0.514186    
## directorFlorian Henckel von Donnersmarck 0.935627    
## directorFrancis Lawrence                 0.001138 ** 
## directorFrançois Ozon                    0.997826    
## directorFrançois Simard                  0.992648    
## directorFrank Coraci                     0.717880    
## directorFrank Darabont                   0.845030    
## directorFrank Miller                     0.919901    
## directorFred Wolf                        0.706281    
## directorGabor Csupo                      0.516084    
## directorGabriele Muccino                 0.285422    
## directorGareth Edwards                   0.000811 ***
## directorGarry Marshall                   0.802024    
## directorGarth Davis                      0.685610    
## directorGary Ross                        0.001227 ** 
## directorGary Shore                       0.659014    
## directorGary Winick                      0.644958    
## directorGauri Shinde                     0.998721    
## directorGavin Hood                       0.364418    
## directorGavin O'Connor                   0.651973    
## directorGenndy Tartakovsky               0.177596    
## directorGeorge Miller                    0.106900    
## directorGeorge Nolfi                     0.461943    
## directorGeorge Tillman Jr.               0.758696    
## directorGiuseppe Tornatore               0.992904    
## directorGlenn Ficarra                    0.529978    
## directorGore Verbinski                   0.016368 *  
## directorGreg Berlanti                    0.675945    
## directorGreg McLean                      0.942766    
## directorGreg Mottola                     0.577842    
## directorGreg Tiernan                     0.439673    
## directorGregory Hoblit                   0.761906    
## directorGregory Jacobs                   0.603609    
## directorGuillermo del Toro               0.540350    
## directorGus Van Sant                     0.992456    
## directorGuy Ritchie                      0.262994    
## directorHannes Holm                      0.986191    
## directorHarald Zwart                     0.342452    
## directorHarmony Korine                   0.917548    
## directorHenry Joost                      0.764541    
## directorHenry Selick                     0.552869    
## directorHideaki Anno                     0.995461    
## directorHong-jin Na                      0.997379    
## directorIlya Naishuller                  0.948634    
## directorIvan Reitman                     0.577907    
## directorJ Blakeson                       0.787047    
## directorJ.A. Bayona                      0.925070    
## directorJ.D. Dillard                     0.983059    
## directorJ.J. Abrams                      0.000583 ***
## directorJake Kasdan                      0.764786    
## directorJake Schreier                    0.805077    
## directorJake Szymanski                   0.719587    
## directorJames Bobin                      0.543508    
## directorJames Cameron                    5.33e-09 ***
## directorJames DeMonaco                   0.612235    
## directorJames Gray                       0.956484    
## directorJames Gunn                       0.269810    
## directorJames Mangold                    0.292983    
## directorJames Marsh                      0.781033    
## directorJames Ponsoldt                   0.963891    
## directorJames Schamus                    0.985936    
## directorJames Wan                        0.106095    
## directorJames Ward Byrkit                0.992776    
## directorJames Watkins                    0.992584    
## directorJames Wong                       0.947932    
## directorJared Hess                       0.896975    
## directorJason Friedberg                  0.917230    
## directorJason Moore                      0.488925    
## directorJason Reitman                    0.254704    
## directorJaume Collet-Serra               0.608066    
## directorJean-François Richet             0.457570    
## directorJean-Marc Vallée                 0.835713    
## directorJee-woon Kim                     0.995780    
## directorJeff Nichols                     0.966753    
## directorJeff Wadlow                      0.812610    
## directorJemaine Clement                  0.986383    
## directorJennifer Kent                    0.998210    
## directorJeremy Gillespie                 0.993287    
## directorJeremy Saulnier                  0.987086    
## directorJim Field Smith                  0.805011    
## directorJim Jarmusch                     0.993990    
## directorJim Mickle                       0.992456    
## directorJocelyn Moorhouse                0.994758    
## directorJodie Foster                     0.749744    
## directorJoe Carnahan                     0.542548    
## directorJoe Johnston                     0.160418    
## directorJoe Wright                       0.782123    
## directorJoel Edgerton                    0.733051    
## directorJoey Curtis                      0.875461    
## directorJohn Carney                      0.937316    
## directorJohn Crowley                     0.847205    
## directorJohn Erick Dowdle                0.834420    
## directorJohn Francis Daley               0.643989    
## directorJohn Hamburg                     0.635744    
## directorJohn Hillcoat                    0.825610    
## directorJohn Krasinski                   0.998849    
## directorJohn Lasseter                    0.045782 *  
## directorJohn Lee Hancock                 0.254840    
## directorJohn Luessenhop                  0.790592    
## directorJohn Madden                      0.985680    
## directorJohn R. Leonetti                 0.505786    
## directorJohn Stockwell                   0.296655    
## directorJohn Wells                       0.920537    
## directorJon Favreau                      0.010035 *  
## directorJon Hurwitz                      0.654780    
## directorJon Kasdan                       0.992456    
## directorJon Lucas                        0.369554    
## directorJon M. Chu                       0.428792    
## directorJon Watts                        0.992648    
## directorJonathan Dayton                  0.638217    
## directorJonathan Glazer                  0.990986    
## directorJonathan Jakubowicz              0.977563    
## directorJonathan Levine                  0.647033    
## directorJonathan Liebesman               0.208617    
## directorJordan Vogt-Roberts              0.999425    
## directorJorge R. Gutiérrez               0.694929    
## directorJosé Padilha                     0.645564    
## directorJoseph Cedar                     0.993159    
## directorJoseph Gordon-Levitt             0.852028    
## directorJoseph Kosinski                  0.231818    
## directorJosh Boone                       0.322095    
## directorJosh Gordon                      0.667808    
## directorJosh Trank                       0.659958    
## directorJoss Whedon                      9.55e-07 ***
## directorJuan Carlos Fresnadillo          0.825986    
## directorJuan José Campanella             0.879188    
## directorJudd Apatow                      0.235757    
## directorJulia Ducournau                  0.995589    
## directorJulie Taymor                     0.852885    
## directorJustin Chadwick                  0.837417    
## directorJustin Kelly                     0.992520    
## directorJustin Kurzel                    0.668505    
## directorJustin Lin                       0.090964 .  
## directorJustin Simien                    0.979544    
## directorJustin Tipping                   0.993287    
## directorKaryn Kusama                     0.948250    
## directorKathryn Bigelow                  0.614090    
## directorKelly Fremon Craig               0.916657    
## directorKen Kwapis                       0.457552    
## directorKenneth Branagh                  0.161016    
## directorKenneth Lonergan                 0.709511    
## directorKevin Lima                       0.310754    
## directorKevin Smith                      0.886414    
## directorKimberly Peirce                  0.784871    
## directorKirk Jones                       0.648871    
## directorKirsten Sheridan                 0.807162    
## directorKyle Balda                       0.007634 ** 
## directorKyle Patrick Alvarez             0.996420    
## directorLana Wachowski                   0.711346    
## directorLarry Charles                    0.639596    
## directorLars von Trier                   0.999495    
## directorLasse Hallström                  0.574154    
## directorLee Daniels                      0.710437    
## directorLee Toland Krieger               0.739937    
## directorLee Unkrich                      0.001012 ** 
## directorLen Wiseman                      0.377188    
## directorLenny Abrahamson                 0.913987    
## directorLeslye Headland                  0.997507    
## directorLevan Gabriadze                  0.807932    
## directorLone Scherfig                    0.946335    
## directorLouis Leterrier                  0.290215    
## directorLuc Besson                       0.456072    
## directorLuca Guadagnino                  0.995013    
## directorLuke Greenfield                  0.515472    
## directorLuke Scott                       0.982676    
## directorLynne Ramsay                     0.996548    
## directorM. Night Shyamalan               0.386834    
## directorMakoto Shinkai                   0.977754    
## directorMalcolm D. Lee                   0.672111    
## directorMåns Mårlind                     0.624380    
## directorMarc Forster                     0.089126 .  
## directorMarc Webb                        0.107055    
## directorMarcus Nispel                    0.609277    
## directorMaren Ade                        0.998210    
## directorMark Andrews                     0.059252 .  
## directorMark Herman                      0.949974    
## directorMark Mylod                       0.918374    
## directorMark Osborne                     0.086786 .  
## directorMark Steven Johnson              0.358795    
## directorMark Waters                      0.957888    
## directorMartin Campbell                  0.193194    
## directorMartin McDonagh                  0.924997    
## directorMartin Scorsese                  0.349797    
## directorMatt Reeves                      0.331440    
## directorMatt Ross                        0.970087    
## directorMatteo Garrone                   0.992840    
## directorMatthew Vaughn                   0.366580    
## directorMax Joseph                       0.984721    
## directorMcG                              0.498102    
## directorMel Gibson                       0.592641    
## directorMia Hansen-Løve                  0.994118    
## directorMichael Bay                      0.013828 *  
## directorMichael Dowse                    0.985616    
## directorMichael Dudok de Wit             0.998210    
## directorMichael Hoffman                  0.837691    
## directorMichael Mann                     0.637726    
## directorMichael Patrick King             0.256377    
## directorMichaël R. Roskam                0.939196    
## directorMichael Showalter                0.915513    
## directorMick Jackson                     0.981653    
## directorMiguel Arteta                    0.598365    
## directorMikael Håfström                  0.661346    
## directorMike Birbiglia                   0.979416    
## directorMike Cahill                      0.994438    
## directorMike Flanagan                    0.779814    
## directorMike Judge                       0.995141    
## directorMike Mills                       0.971492    
## directorMike Newell                      0.473175    
## directorMike Thurmeier                   0.614541    
## directorMira Nair                        0.951378    
## directorMorten Tyldum                    0.382886    
## directorNacho Vigalondo                  0.989324    
## directorNancy Meyers                     0.550309    
## directorNathan Greno                     0.110427    
## directorNeil Burger                      0.383682    
## directorNeil Marshall                    0.993095    
## directorNeill Blomkamp                   0.503050    
## directorNicholas Stoller                 0.393901    
## directorNick Cassavetes                  0.507650    
## directorNicolas Winding Refn             0.875092    
## directorNiels Arden Oplev                0.943149    
## directorNima Nourizadeh                  0.668016    
## directorNimród Antal                     0.684009    
## directorNoam Murro                       0.399663    
## directorOliver Stone                     0.758762    
## directorOlivier Assayas                  0.999425    
## directorOlivier Megaton                  0.480660    
## directorOlivier Nakache                  0.923527    
## directorOz Perkins                       0.992456    
## directorPablo Larraín                    0.918565    
## directorPaco Cabezas                     0.992520    
## directorPaolo Sorrentino                 0.990410    
## directorPatricia Riggen                  0.627875    
## directorPatricia Rozema                  0.992392    
## directorPatrick Hughes                   0.760029    
## directorPatrick Tatopoulos               0.720830    
## directorPaul Feig                        0.154333    
## directorPaul Greengrass                  0.107246    
## directorPaul McGuigan                    0.904776    
## directorPaul Thomas Anderson             0.831802    
## directorPaul W.S. Anderson               0.724003    
## directorPedro Almodóvar                  0.987278    
## directorPete Docter                      0.002955 ** 
## directorPete Travis                      0.922127    
## directorPeter Atencio                    0.876661    
## directorPeter Berg                       0.295794    
## directorPeter Billingsley                0.387094    
## directorPeter Jackson                    0.030739 *  
## directorPeyton Reed                      0.170801    
## directorPhil Lord                        0.056660 .  
## directorPhilippe Falardeau               0.993031    
## directorPhillip Noyce                    0.456580    
## directorPhyllida Lloyd                   0.252596    
## directorPierre Coffin                    0.004555 ** 
## directorPierre Morel                     0.478556    
## directorQuentin Tarantino                0.275231    
## directorR.J. Cutler                      0.693008    
## directorRajkumar Hirani                  0.945819    
## directorRawson Marshall Thurber          0.203173    
## directorRian Johnson                     0.600970    
## directorRicardo de Montreuil             0.980758    
## directorRich Moore                       0.132205    
## directorRichard Curtis                   0.910111    
## directorRichard LaGravenese              0.803975    
## directorRichard Linklater                0.903082    
## directorRick Famuyiwa                    0.896278    
## directorRidley Scott                     0.343669    
## directorRob Cohen                        0.530845    
## directorRob Letterman                    0.527488    
## directorRob Marshall                     0.090564 .  
## directorRob Zombie                       0.997315    
## directorRobert Eggers                    0.847884    
## directorRobert Luketic                   0.438153    
## directorRobert Schwentke                 0.355314    
## directorRobert Stromberg                 0.054971 .  
## directorRobert Zemeckis                  0.487039    
## directorRobin Swicord                    0.992392    
## directorRoger Spottiswoode               0.992584    
## directorRoland Emmerich                  0.268265    
## directorRoman Polanski                   0.908650    
## directorRon Clements                     0.105388    
## directorRon Howard                       0.448885    
## directorRoss Katz                        0.888423    
## directorRuben Fleischer                  0.581454    
## directorRupert Sanders                   0.217379    
## directorRupert Wyatt                     0.336189    
## directorRyan Coogler                     0.384629    
## directorRyûhei Kitamura                  0.992776    
## directorS. Craig Zahler                  0.603626    
## directorSam Mendes                       0.087416 .  
## directorSam Raimi                        0.008842 ** 
## directorSam Taylor-Johnson               0.186833    
## directorSang-ho Yeon                     0.994054    
## directorScott Cooper                     0.740821    
## directorScott Derrickson                 0.198479    
## directorScott Frank                      0.840563    
## directorScott Hicks                      0.634982    
## directorScott Stewart                    0.754865    
## directorScott Waugh                      0.734211    
## directorSean Anders                      0.349432    
## directorSean Ellis                       0.988748    
## directorSean Penn                        0.890702    
## directorSergei Bodrov                    0.898116    
## directorSeth Gordon                      0.351571    
## directorSeth MacFarlane                  0.266758    
## directorShana Feste                      0.858882    
## directorShane Black                      0.041160 *  
## directorSharon Maguire                   0.853458    
## directorShawn Levy                       0.432079    
## directorSimon Curtis                     0.796980    
## directorSimon Stone                      0.992520    
## directorSimon Verhoeven                  0.614727    
## directorSimon West                       0.501933    
## directorSo Yong Kim                      0.992392    
## directorSofia Coppola                    0.905857    
## directorSpike Jonze                      0.845249    
## directorSpike Lee                        0.484335    
## directorStephen Chbosky                  0.894566    
## directorStephen Frears                   0.833827    
## directorStephen Gaghan                   0.961528    
## directorStephen Sommers                  0.233042    
## directorSteve McQueen                    0.851521    
## directorSteven Brill                     0.995780    
## directorSteven Knight                    0.998977    
## directorSteven Quale                     0.740192    
## directorSteven R. Monroe                 0.992904    
## directorSteven Soderbergh                0.322086    
## directorSteven Spielberg                 0.115551    
## directorStewart Hendler                  0.983571    
## directorSylvester Stallone               0.487157    
## directorTaika Waititi                    0.974431    
## directorTarsem Singh                     0.757333    
## directorTate Taylor                      0.262175    
## directorTaylor Hackford                  0.997059    
## directorTerence Davies                   0.999233    
## directorTerrence Malick                  0.957720    
## directorTerry Gilliam                    0.958527    
## directorThea Sharrock                    0.659218    
## directorTheodore Melfi                   0.178400    
## directorThomas Vinterberg                0.996228    
## directorThor Freudenthal                 0.547187    
## directorTim Burton                       0.164651    
## directorTim Johnson                      0.158796    
## directorTim Miller                       0.003971 ** 
## directorTimur Bekmambetov                0.463633    
## directorTodd Haynes                      0.993926    
## directorTodd Phillips                    0.141997    
## directorTom Ford                         0.939706    
## directorTom Gormican                     0.842058    
## directorTom Hooper                       0.337621    
## directorTom McCarthy                     0.725311    
## directorTom McGrath                      0.238678    
## directorTom Six                          0.993479    
## directorTom Tykwer                       0.922059    
## directorTomas Alfredson                  0.854416    
## directorTony Gilroy                      0.369782    
## directorTony Scott                       0.519761    
## directorTravis Knight                    0.707558    
## directorWally Pfister                    0.861274    
## directorWalt Dohrn                       0.222256    
## directorWerner Herzog                    0.972642    
## directorWes Anderson                     0.689354    
## directorWes Ball                         0.400788    
## directorWes Craven                       0.767003    
## directorWhit Stillman                    0.918247    
## directorWill Gluck                       0.520469    
## directorWilliam Brent Bell               0.781670    
## directorWoody Allen                      0.779724    
## directorXavier Dolan                     0.985360    
## directorYimou Zhang                      0.724865    
## directorYorgos Lanthimos                 0.976343    
## directorZack Snyder                      0.045476 *  
## directorZackary Adler                    0.965935    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 88.18 on 315 degrees of freedom
## Multiple R-squared:  0.7315, Adjusted R-squared:  0.284 
## F-statistic: 1.635 on 525 and 315 DF,  p-value: 1.042e-06
# visualize the relationship between total gross and 

movie_total_gross_with_review_narm %>% 
  plot_ly(x = ~director,  y = ~total_gross_millions, color = ~director, type = "box") %>% 
  layout(showlegend = FALSE)
## Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
## Returning the palette you asked for with that many colors

Is there a relationship between total gross and actor?

set.seed(1)

# separate the actors in actor column into four columns; then use gather function in order to do the anova test.
total_gross_actor_sep= 
  movie_total_gross_with_review_narm %>%
  separate(., actors, c("actor1","actor2", "actor3", "actor4"), sep=",") %>% 
  gather(., key = "num_actor", value = "main_actors", actor1:actor4)
## Warning: Too few values at 1 locations: 545
# check if genre is a significant predictor
anova(lm(total_gross_millions ~ main_actors, data = total_gross_actor_sep))
## Analysis of Variance Table
## 
## Response: total_gross_millions
##               Df   Sum Sq Mean Sq F value Pr(>F)
## main_actors 1991 21357943   10727  0.9726 0.7135
## Residuals   1371 15121630   11030
## not significant


# visualize the relationship between total gross and 

total_gross_actor_sep %>% 
  plot_ly(x = ~main_actors,  y = ~total_gross_millions, color = ~main_actors, type = "box") %>% 
  layout(showlegend = FALSE)
## Warning: Ignoring 1 observations
## Warning in RColorBrewer::brewer.pal(N, "Set2"): n too large, allowed maximum for palette Set2 is 8
## Returning the palette you asked for with that many colors